| 书目名称 | Fundamentals of Data Analytics |
| 副标题 | With a View to Machi |
| 编辑 | Rudolf Mathar,Gholamreza Alirezaei,Arash Behboodi |
| 视频video | http://file.papertrans.cn/351/350239/350239.mp4 |
| 概述 | Comprehensive and in-depth treatment of the mathematical foundations of data science.Guiding from general optimization approaches to finding structures in data.Provides exercises for each chapter.Elab |
| 图书封面 |  |
| 描述 | .This book introduces the basic methodologies for successful data analytics. Matrix optimization and approximation are explained in detail and extensively applied to dimensionality reduction by principal component analysis and multidimensional scaling. Diffusion maps and spectral clustering are derived as powerful tools. The methodological overlap between data science and machine learning is emphasized by demonstrating how data science is used for classification as well as supervised and unsupervised learning.. |
| 出版日期 | Textbook 2020 |
| 关键词 | dimensionality reduction; principal component analysis; multidimensional scaling; classification; machin |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-030-56831-3 |
| isbn_softcover | 978-3-030-56833-7 |
| isbn_ebook | 978-3-030-56831-3 |
| copyright | Springer Nature Switzerland AG 2020 |
|Archiver|手机版|小黑屋|
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